Technical notes from the field

Practical AI Automation

Practical writing on AI agents, DeFi launch readiness, Safe ops, vault workflows, backend automation, and small-business AI automation.

Practical AI Automation2026-06-02

Experienced AI users compound faster

The advantage comes from turning AI use into a system: context, checks, decisions, notes and improvement after each run.

AI workflowscareer moatAI-native architecture

10 min read

Practical AI Automation2026-05-30

The best first automation is usually boring, repeated, measurable and easy to review.

AI automationsmall businessROI

6 min read